Title :
Novel Approaches to the Parametric Cubic-Spline Interpolation
Author :
Shao-Hua Hong ; Lin Wang ; Trieu-Kien Truong ; Tsung-Ching Lin ; Lung-Jen Wang
Author_Institution :
Dept. of Commun. Eng., Xiamen Univ., Xiamen, China
Abstract :
The cubic-spline interpolation (CSI) scheme can be utilized to obtain a better quality reconstructed image. It is based on the least-squares method with cubic convolution interpolation (CCI) function. Within the parametric CSI scheme, it is difficult to determine the optimal parameter for various target images. In this paper, a novel method involving the concept of opportunity costs is proposed to identify the most suitable parameter for the CCI function needed in the CSI scheme. It is shown that such an optimal four-point CCI function in conjunction with the least-squares method can achieve a better performance with the same arithmetic operations in comparison with the existing CSI algorithm. In addition, experimental results show that the optimal six-point CSI scheme together with cross-zonal filter is superior in performance to the optimal four-point CSI scheme without increasing the computational complexity.
Keywords :
computational complexity; convolution; filtering theory; image reconstruction; interpolation; least squares approximations; splines (mathematics); arithmetic operations; computational complexity; cross-zonal filter; cubic convolution interpolation function; four-point CCI function; image reconstruction quality; least-squares method; parametric cubic-spline interpolation; six-point CSI scheme; Computational complexity; Convolution; Filtering algorithms; Image coding; Image reconstruction; Interpolation; PSNR; Cross-zonal filter; cubic-spline interpolation (CSI); most suitable parameter; opportunity costs; six-point cubic convolution interpolation; Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Numerical Analysis, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2012.2230009